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Liu J, Fan T, Chen Y, Zhao J. Seeking the neural representation of statistical properties in print during implicit processing of visual words. NPJ SCIENCE OF LEARNING 2023; 8:60. [PMID: 38102191 PMCID: PMC10724295 DOI: 10.1038/s41539-023-00209-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 11/29/2023] [Indexed: 12/17/2023]
Abstract
Statistical learning (SL) plays a key role in literacy acquisition. Studies have increasingly revealed the influence of distributional statistical properties of words on visual word processing, including the effects of word frequency (lexical level) and mappings between orthography, phonology, and semantics (sub-lexical level). However, there has been scant evidence to directly confirm that the statistical properties contained in print can be directly characterized by neural activities. Using time-resolved representational similarity analysis (RSA), the present study examined neural representations of different types of statistical properties in visual word processing. From the perspective of predictive coding, an equal probability sequence with low built-in prediction precision and three oddball sequences with high built-in prediction precision were designed with consistent and three types of inconsistent (orthographically inconsistent, orthography-to-phonology inconsistent, and orthography-to-semantics inconsistent) Chinese characters as visual stimuli. In the three oddball sequences, consistent characters were set as the standard stimuli (probability of occurrence p = 0.75) and three types of inconsistent characters were set as deviant stimuli (p = 0.25), respectively. In the equal probability sequence, the same consistent and inconsistent characters were presented randomly with identical occurrence probability (p = 0.25). Significant neural representation activities of word frequency were observed in the equal probability sequence. By contrast, neural representations of sub-lexical statistics only emerged in oddball sequences where short-term predictions were shaped. These findings reveal that the statistical properties learned from long-term print environment continues to play a role in current word processing mechanisms and these mechanisms can be modulated by short-term predictions.
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Affiliation(s)
- Jianyi Liu
- School of Psychology, Shaanxi Normal University, and Key Laboratory for Behavior and Cognitive Neuroscience of Shaanxi Province, Xi'an, China.
| | - Tengwen Fan
- School of Psychology, Shaanxi Normal University, and Key Laboratory for Behavior and Cognitive Neuroscience of Shaanxi Province, Xi'an, China
| | - Yan Chen
- Key laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Wuhan, China
- Key laboratory of Human Development and Mental Health of Hubei Province, School of Psychology, Central China Normal University, Wuhan, China
| | - Jingjing Zhao
- School of Psychology, Shaanxi Normal University, and Key Laboratory for Behavior and Cognitive Neuroscience of Shaanxi Province, Xi'an, China.
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Daikoku T, Jentschke S, Tsogli V, Bergström K, Lachmann T, Ahissar M, Koelsch S. Neural correlates of statistical learning in developmental dyslexia: An electroencephalography study. Biol Psychol 2023; 181:108592. [PMID: 37268263 DOI: 10.1016/j.biopsycho.2023.108592] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 05/19/2023] [Accepted: 05/22/2023] [Indexed: 06/04/2023]
Abstract
The human brain extracts statistical regularities from the surrounding environment in a process called statistical learning. Behavioural evidence suggests that developmental dyslexia affects statistical learning. However, surprisingly few studies have assessed how developmental dyslexia affects the neural processing underlying this type of learning. We used electroencephalography to explore the neural correlates of an important aspect of statistical learning - sensitivity to transitional probabilities - in individuals with developmental dyslexia. Adults diagnosed with developmental dyslexia (n = 17) and controls (n = 19) were exposed to a continuous stream of sound triplets. Every so often, a triplet ending had a low transitional probability given the triplet's first two sounds ("statistical deviants"). Furthermore, every so often a triplet ending was presented from a deviant location ("acoustic deviants"). We examined mismatch negativity elicited by statistical deviants (sMMN), and MMN elicited by location deviants (i.e., acoustic changes). Acoustic deviants elicited a MMN which was larger in the control group than in the developmental dyslexia group. Statistical deviants elicited a small, yet significant, sMMN in the control group, but not in the developmental dyslexia group. However, the difference between the groups was not significant. Our findings indicate that the neural mechanisms underlying pre-attentive acoustic change detection and implicit statistical auditory learning are both affected in developmental dyslexia.
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Affiliation(s)
- Tatsuya Daikoku
- Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan; Center for Brain, Mind and KANSEI Sciences Research, Hiroshima University, 1-2-3, Kasumi, Minami-ku, Hiroshima city, Hiroshima, Japan.
| | | | - Vera Tsogli
- Department for Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Kirstin Bergström
- Center for Cognitive Science, University of Kaiserslautern-Landau, Kaiserslautern, Germany
| | - Thomas Lachmann
- Center for Cognitive Science, University of Kaiserslautern-Landau, Kaiserslautern, Germany; Centro de Investigación Nebrija en Cognición, Universidad Nebrija, Madrid, Spain
| | - Merav Ahissar
- Psychology Department, Hebrew University, Jerusalem, Israel
| | - Stefan Koelsch
- Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; Department for Biological and Medical Psychology, University of Bergen, Bergen, Norway
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Wei Y, Gan L, Huang X. A Review of Research on the Neurocognition for Timbre Perception. Front Psychol 2022; 13:869475. [PMID: 35422736 PMCID: PMC9001888 DOI: 10.3389/fpsyg.2022.869475] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 03/07/2022] [Indexed: 11/26/2022] Open
Abstract
As one of the basic elements in acoustic events, timbre influences the brain collectively with other factors such as pitch and loudness. Research on timbre perception involve interdisciplinary fields, including physical acoustics, auditory psychology, neurocognitive science and music theory, etc. From the perspectives of psychology and physiology, this article summarizes the features and functions of timbre perception as well as their correlation, among which the multi-dimensional scaling modeling methods to define timbre are the focus; the neurocognition and perception of timbre (including sensitivity, adaptability, memory capability, etc.) are outlined; related experiment findings (by using EEG/ERP, fMRI, etc.) on the deeper level of timbre perception in terms of neural cognition are summarized. In the meantime, potential problems in the process of experiments on timbre perception and future possibilities are also discussed. Thought sorting out the existing research contents, methods and findings of timbre perception, this article aims to provide heuristic guidance for researchers in related fields of timbre perception psychology, physiology and neural mechanism. It is believed that the study of timbre perception will be essential in various fields in the future, including neuroaesthetics, psychological intervention, artistic creation, rehabilitation, etc.
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Affiliation(s)
- Yuyan Wei
- Department of Electrical and Information Engineering, Tianjin University, Tianjin, China
| | - Lin Gan
- Department of Precision Instrument and Opto-Electronics Engineering, Tianjin University, Tianjin, China
| | - Xiangdong Huang
- Department of Electrical and Information Engineering, Tianjin University, Tianjin, China
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Beck AK, Berti S, Czernochowski D, Lachmann T. Do categorical representations modulate early automatic visual processing? A visual mismatch-negativity study. Biol Psychol 2021; 163:108139. [PMID: 34147566 DOI: 10.1016/j.biopsycho.2021.108139] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Revised: 05/21/2021] [Accepted: 06/15/2021] [Indexed: 01/10/2023]
Abstract
Perceptual categorization is an important cognitive function. In the auditory domain, categorization already occurs within the first 200 ms of information processing, as indexed by the mismatch negativity. Here, we assessed the characteristics of the visual mismatch negativity (vMMN) elicited during the categorization of previously unknown visual stimuli. To examine this, we used five-dot patterns with characteristics that allow for the formation of categories through rotation and reflection but not through other physical properties. To assess whether or not between-category and within-category vMMN differ in amplitude, the data was analyzed with the Bayesian approach. We observed that both between-category and within-category deviants elicited a vMMN, but that both vMMNs were comparable in magnitude. This finding suggests that abstract categorical representations are not always automatically processed at early visual stages and demonstrates limitations of generalization from the auditory domain to visual domain.
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Affiliation(s)
- Ann-Kathrin Beck
- Cognitive and Developmental Psychology Unit, Center for Cognitive Science, University of Kaiserslautern, Kaiserslautern, Germany; Cognitive Science Unit, Center for Cognitive Science, University of Kaiserslautern, Kaiserslautern, Germany
| | - Stefan Berti
- Department of Clinical Psychology and Neuropsychology, Institute for Psychology, Johannes Gutenberg University of Mainz, Mainz, Germany
| | - Daniela Czernochowski
- Cognitive Science Unit, Center for Cognitive Science, University of Kaiserslautern, Kaiserslautern, Germany
| | - Thomas Lachmann
- Cognitive and Developmental Psychology Unit, Center for Cognitive Science, University of Kaiserslautern, Kaiserslautern, Germany; Facultad de Lenguas y Educación, Universidad Nebrija, Madrid, Spain; University of Leuven, Leuven, Belgium.
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Liu X, Xu Y, Alter K, Tuomainen J. Emotional Connotations of Musical Instrument Timbre in Comparison With Emotional Speech Prosody: Evidence From Acoustics and Event-Related Potentials. Front Psychol 2018; 9:737. [PMID: 29867690 PMCID: PMC5962697 DOI: 10.3389/fpsyg.2018.00737] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Accepted: 04/26/2018] [Indexed: 11/25/2022] Open
Abstract
Music and speech both communicate emotional meanings in addition to their domain-specific contents. But it is not clear whether and how the two kinds of emotional meanings are linked. The present study is focused on exploring the emotional connotations of musical timbre of isolated instrument sounds through the perspective of emotional speech prosody. The stimuli were isolated instrument sounds and emotional speech prosody categorized by listeners into anger, happiness and sadness, respectively. We first analyzed the timbral features of the stimuli, which showed that relations between the three emotions were relatively consistent in those features for speech and music. The results further echo the size-code hypothesis in which different sound timbre indicates different body size projections. Then we conducted an ERP experiment using a priming paradigm with isolated instrument sounds as primes and emotional speech prosody as targets. The results showed that emotionally incongruent instrument-speech pairs triggered a larger N400 response than emotionally congruent pairs. Taken together, this is the first study to provide evidence that the timbre of simple and isolated musical instrument sounds can convey emotion in a way similar to emotional speech prosody.
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Affiliation(s)
- Xiaoluan Liu
- Department of Speech, Hearing and Phonetic Sciences, University College London, London, United Kingdom
| | - Yi Xu
- Department of Speech, Hearing and Phonetic Sciences, University College London, London, United Kingdom
| | - Kai Alter
- Faculty of Linguistics, Philology and Phonetics, University of Oxford, Oxford, United Kingdom.,Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Jyrki Tuomainen
- Department of Speech, Hearing and Phonetic Sciences, University College London, London, United Kingdom
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Bridwell DA, Leslie E, McCoy DQ, Plis SM, Calhoun VD. Cortical Sensitivity to Guitar Note Patterns: EEG Entrainment to Repetition and Key. Front Hum Neurosci 2017; 11:90. [PMID: 28298889 PMCID: PMC5331856 DOI: 10.3389/fnhum.2017.00090] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Accepted: 02/14/2017] [Indexed: 11/13/2022] Open
Abstract
Music is ubiquitous throughout recent human culture, and many individual's have an innate ability to appreciate and understand music. Our appreciation of music likely emerges from the brain's ability to process a series of repeated complex acoustic patterns. In order to understand these processes further, cortical responses were measured to a series of guitar notes presented with a musical pattern or without a pattern. ERP responses to individual notes were measured using a 24 electrode Bluetooth mobile EEG system (Smarting mBrainTrain) while 13 healthy non-musicians listened to structured (i.e., within musical keys and with repetition) or random sequences of guitar notes for 10 min each. We demonstrate an increased amplitude to the ERP that appears ~200 ms to notes presented within the musical sequence. This amplitude difference between random notes and patterned notes likely reflects individual's cortical sensitivity to guitar note patterns. These amplitudes were compared to ERP responses to a rare note embedded within a stream of frequent notes to determine whether the sensitivity to complex musical structure overlaps with the sensitivity to simple irregularities reflected in traditional auditory oddball experiments. Response amplitudes to the negative peak at ~175 ms are statistically correlated with the mismatch negativity (MMN) response measured to a rare note presented among a series of frequent notes (i.e., in a traditional oddball sequence), but responses to the subsequent positive peak at ~200 do not show a statistical relationship with the P300 response. Thus, the sensitivity to musical structure identified to 4 Hz note patterns appears somewhat distinct from the sensitivity to statistical regularities reflected in the traditional "auditory oddball" sequence. Overall, we suggest that this is a promising approach to examine individual's sensitivity to complex acoustic patterns, which may overlap with higher level cognitive processes, including language.
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Affiliation(s)
| | | | - Dakarai Q McCoy
- The Mind Research NetworkAlbuquerque, NM, USA; Department of Electrical and Computer Engineering, University of New MexicoAlbuquerque, NM, USA; The MARC Program, University of New MexicoAlbuquerque, NM, USA
| | | | - Vince D Calhoun
- The Mind Research NetworkAlbuquerque, NM, USA; Department of Electrical and Computer Engineering, University of New MexicoAlbuquerque, NM, USA
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Weis T, Estner B, Lachmann T. When speech enhances Spatial Musical Association of Response Codes: Joint spatial associations of pitch and timbre in nonmusicians. Q J Exp Psychol (Hove) 2016; 69:1687-700. [DOI: 10.1080/17470218.2015.1091850] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Previous studies have shown that the effect of the Spatial Musical Association of Response Codes (SMARC) depends on various features, such as task conditions (whether pitch height is implicit or explicit), response dimension (horizontal vs. vertical), presence or absence of a reference tone, and former musical training of the participants. In the present study, we investigated the effects of pitch range and timbre: in particular, how timbre (piano vs. vocal) contributes to the horizontal and vertical SMARC effect in nonmusicians under varied pitch range conditions. Nonmusicians performed a timbre judgement task in which the pitch range was either small (6 or 8 semitone steps) or large (9 or 12 semitone steps) in a horizontal and a vertical response setting. For piano sounds, SMARC effects were observed in all conditions. For the vocal sounds, in contrast, SMARC effects depended on pitch range. We concluded that the occurrence of the SMARC effect, especially in horizontal response settings, depends on the interaction of the timbre (vocal and piano) and pitch range if vocal and instrumental sounds are combined in one experiment: the human voice enhances the attention, both to the vocal and the instrumental sounds.
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Affiliation(s)
- Tina Weis
- Center for Cognitive Science, Cognitive and Developmental Psychology Unit, University of Kaiserslautern, Kaiserslautern, Germany
| | - Barbara Estner
- Center for Cognitive Science, Cognitive and Developmental Psychology Unit, University of Kaiserslautern, Kaiserslautern, Germany
| | - Thomas Lachmann
- Center for Cognitive Science, Cognitive and Developmental Psychology Unit, University of Kaiserslautern, Kaiserslautern, Germany
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Ma Y, Wang E, Yuan T, Zhao GX. Location negative priming effects in children with developmental dyslexia: An event-related potential study. RESEARCH IN DEVELOPMENTAL DISABILITIES 2016; 55:88-99. [PMID: 27058319 DOI: 10.1016/j.ridd.2016.03.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2015] [Revised: 03/28/2016] [Accepted: 03/29/2016] [Indexed: 06/05/2023]
Abstract
As the reading process is inseparable from working memory, inhibition, and other higher cognitive processes, the deep cognitive processing defects that are associated with dyslexia may be due to defective distraction inhibition systems. In this study, we used event-related potential technology to explore the source of negative priming effects in children with developmental dyslexia and in a group of healthy children for comparison. We found that the changes in the average response times in the negative priming and control conditions were consistent across the two groups, while the negative priming effects differed significantly between the groups. The magnitude of the negative priming effect was significantly different between the two groups, with the magnitude being significantly higher in the control group than it was in the developmental dyslexia group. These results indicate that there are deficits in distraction inhibition in children with developmental dyslexia. In terms of the time course of processing, inhibition deficits in the dyslexia group appeared during early-stage cognition selection and lasted through the response selection phase. Regarding the cerebral cortex locations, early-stage cognition selection was mainly located in the parietal region, while late-stage response selection was mainly located in the frontal and central regions. The results of our study may help further our understanding of the intrinsic causes of developmental dyslexia.
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Affiliation(s)
- Yujun Ma
- Institute of Psychology and Behavior, Henan University, Kaifeng 475004, China
| | - Enguo Wang
- Institute of Psychology and Behavior, Henan University, Kaifeng 475004, China.
| | - Tian Yuan
- Institute of Psychology and Behavior, Henan University, Kaifeng 475004, China
| | - Guo Xiang Zhao
- Institute of Psychology and Behavior, Henan University, Kaifeng 475004, China
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Mu Z, Chang Y, Xu J, Pang X, Zhang H, Liu X, Zheng Y, Liu X, Liu X, Wan Y. Pre-attentive dysfunction of musical processing in major depressive disorder: A mismatch negativity study. J Affect Disord 2016; 194:50-6. [PMID: 26802507 DOI: 10.1016/j.jad.2016.01.028] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2015] [Revised: 01/06/2016] [Accepted: 01/12/2016] [Indexed: 11/25/2022]
Abstract
BACKGROUND Deficits of pre-attentive information processing have been frequently found in patients with major depressive disorder, nevertheless the results are quite inconsistent due to clinical heterogeneity and methodological difference. Cognitive processing of music is a useful tool for investigating human cognition and its underlying brain mechanisms. Although general auditory processing and perception of musical sound are hampered in patients with MDD, whether the deficits in musical processing begin from pre-attentive stage is not well investigated yet. The present study aimed to investigate the MMN of musical sound in patients with MDD. METHOD MMN responses to different musical features were compared in 20 patients with MDD and 20 age-matched healthy controls. The multi-feature paradigm was used to examine automatic change detection of six different musical sound features (pitch, timbre, location, intensity, slide, rhythm) in a complex musical context. Severity of depression and co-morbid anxiety were evaluated using the Hamilton Rating Scale of Depression (HRSD-17) and the Hamilton Anxiety Rating Scale (HAMA). RESULTS MMNs were obtained with all deviants. The timbre-MMN was significantly larger in MDD patients than in healthy controls, while the other deviants (pitch, location, intensity, slide and rhythm) elicited similar MMN across groups. For MDD patients, the amplitudes and latencies of MMNs did not correlate with severity of depression or co-morbid anxiety. LIMITATIONS The sample size in this study is relatively small. CONCLUSION Patients with MDD do not perform at the same level as controls in automatic change detection of timbre. This dysfunction is considered to be a trait-dependent feature of MDD.
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Affiliation(s)
- Zhen Mu
- Department of Neurology and Psychiatry, First Affiliated Hospital of Dalian Medical University, China; Department of Psychology, College of Humanities and Social Sciences, Dalian Medical University, China
| | - Yi Chang
- Department of Neurology and Psychiatry, First Affiliated Hospital of Dalian Medical University, China.
| | - Jing Xu
- Department of Neurology and Psychiatry, First Affiliated Hospital of Dalian Medical University, China.
| | - Xiaomei Pang
- Department of Neurology and Psychiatry, First Affiliated Hospital of Dalian Medical University, China
| | - Huimin Zhang
- Department of Neurology and Psychiatry, First Affiliated Hospital of Dalian Medical University, China
| | - Xiaowei Liu
- Department of Neurology and Psychiatry, First Affiliated Hospital of Dalian Medical University, China
| | - Ya Zheng
- Department of Psychology, College of Humanities and Social Sciences, Dalian Medical University, China
| | - Xuemei Liu
- Department of Psychology, College of Humanities and Social Sciences, Dalian Medical University, China
| | - Xiaojing Liu
- Department of Psychology, College of Humanities and Social Sciences, Dalian Medical University, China
| | - Yuan Wan
- Department of Psychology, College of Humanities and Social Sciences, Dalian Medical University, China
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Jeong E, Ryu H. Nonverbal auditory working memory: Can music indicate the capacity? Brain Cogn 2016; 105:9-21. [PMID: 27031677 DOI: 10.1016/j.bandc.2016.03.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2015] [Revised: 02/27/2016] [Accepted: 03/15/2016] [Indexed: 01/09/2023]
Abstract
Different working memory (WM) mechanisms that underlie words, tones, and timbres have been proposed in previous studies. In this regard, the present study developed a WM test with nonverbal sounds and compared it to the conventional verbal WM test. A total of twenty-five, non-music major, right-handed college students were presented with four different types of sounds (words, syllables, pitches, timbres) that varied from two to eight digits in length. Both accuracy and oxygenated hemoglobin (oxyHb) were measured. The results showed significant effects of number of targets on accuracy and sound type on oxyHb. A further analysis showed prefrontal asymmetry with pitch being processed by the right hemisphere (RH) and timbre by the left hemisphere (LH). These findings suggest a potential for employing musical sounds (i.e., pitch and timbre) as a complementary stimuli for conventional nonverbal WM tests, which can additionally examine its asymmetrical roles in the prefrontal regions.
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Affiliation(s)
- Eunju Jeong
- Department of Arts & Technology, Hanyang University, Republic of Korea
| | - Hokyoung Ryu
- Department of Arts & Technology, Hanyang University, Republic of Korea.
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The Mismatch Negativity: An Indicator of Perception of Regularities in Music. Behav Neurol 2015; 2015:469508. [PMID: 26504352 PMCID: PMC4609411 DOI: 10.1155/2015/469508] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2015] [Revised: 07/23/2015] [Accepted: 07/26/2015] [Indexed: 11/17/2022] Open
Abstract
This paper reviews music research using Mismatch Negativity (MMN). MMN is a deviation-specific component of auditory event-related potential (EPR), which detects a deviation between a sound and an internal representation (e.g., memory trace). Recent studies have expanded the notion and the paradigms of MMN to higher-order music processing such as those involving short melodies, harmony chord, and music syntax. In this vein, we firstly reviewed the evolution of MMN from sound to music and then mainly compared the differences of MMN features between musicians and nonmusicians, followed by the discussion of the potential roles of the training effect and the natural exposure in MMN. Since MMN can serve as an index of neural plasticity, it thus can be widely used in clinical and other applied areas, such as detecting music preference in newborns or assessing wholeness of central auditory system of hearing illness. Finally, we pointed out some open questions and further directions. Current music perception research using MMN has mainly focused on relatively low hierarchical structure of music perception. To fully understand the neural substrates underlying processing of regularities in music, it is important and beneficial to combine MMN with other experimental paradigms such as early right-anterior negativity (ERAN).
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